Causal inference in the social sciences

GW Imbens - Annual Review of Statistics and Its Application, 2024 - annualreviews.org
Knowledge of causal effects is of great importance to decision makers in a wide variety of
settings. In many cases, however, these causal effects are not known to the decision makers …

Causality redux: The evolution of empirical methods in accounting research and the growth of quasi-experiments

C Armstrong, JD Kepler, D Samuels, D Taylor - Journal of Accounting and …, 2022 - Elsevier
This paper reviews the empirical methods used in the accounting literature to draw causal
inferences. Recent years have seen a burgeoning growth in the use of methods that seek to …

What's trending in difference-in-differences? A synthesis of the recent econometrics literature

J Roth, PHC Sant'Anna, A Bilinski, J Poe - Journal of Econometrics, 2023 - Elsevier
This paper synthesizes recent advances in the econometrics of difference-in-differences
(DiD) and provides concrete recommendations for practitioners. We begin by articulating a …

Climbing the quality ladder of green innovation: does green finance matter?

H Huang, W Mbanyele, F Wang, M Song… - … Forecasting and Social …, 2022 - Elsevier
As the second-largest economy in the world with both high-energy consumption and high‑
carbon emission, China has launched several green finance pilot zones (GFPZ) targeting …

Unleashing the impact of ecological civilization pilot policies on green technology innovation: Evidence from a novel SC-DID model

D Bai, J Hu, M Irfan, M Hu - Energy Economics, 2023 - Elsevier
Green technology innovation (GTI) is the main force behind green development and is
crucial to develo** countries' economic growth. Strengthening green technology …

Causal inference about the effects of interventions from observational studies in medical journals

IJ Dahabreh, K Bibbins-Domingo - Jama, 2024 - jamanetwork.com
Importance Many medical journals, includingJAMA, restrict the use of causal language to the
reporting of randomized clinical trials. Although well-conducted randomized clinical trials …

Transportation infrastructure upgrading and green development efficiency: Empirical analysis with double machine learning method

S Ling, S **, H Wang, Z Zhang, Y Feng - Journal of Environmental …, 2024 - Elsevier
In order to deal with the environmental problems such as pollution emissions and climate
change, sustainable development in the field of transportation has gradually become a hot …

Do pilot zones for green finance reform and innovation promote energy savings? Evidence from China

Z Zhang, J Wang, C Feng, X Chen - Energy Economics, 2023 - Elsevier
The establishment of pilot zones for green finance reform and innovation (PZGFRI) is an
important green financial policy in China and a crucial means to achieve the objective of …

Using synthetic controls: Feasibility, data requirements, and methodological aspects

A Abadie - Journal of economic literature, 2021 - aeaweb.org
Probably because of their interpretability and transparent nature, synthetic controls have
become widely applied in empirical research in economics and the social sciences. This …

Impact of smart city pilot on energy and environmental performance: China-based empirical evidence

Q Guo, D Zeng, CC Lee - Sustainable Cities and Society, 2023 - Elsevier
Attaining a win-win scenario among economic growth, energy conservation, and emission
reduction is an essential requirement for the transformation towards smart cities. This …